{"id":"https://openalex.org/W3054466396","doi":"https://doi.org/10.1109/iske47853.2019.9170369","title":"Speech Emotion Recognition Based on Convolutional Neural Network and Feature Fusion","display_name":"Speech Emotion Recognition Based on Convolutional Neural Network and Feature Fusion","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3054466396","doi":"https://doi.org/10.1109/iske47853.2019.9170369","mag":"3054466396"},"language":"en","primary_location":{"id":"doi:10.1109/iske47853.2019.9170369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske47853.2019.9170369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 14th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040373060","display_name":"Gao Mengna","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengna Gao","raw_affiliation_strings":["Dalian University,Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education),Dalian,China","Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education), Dalian University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University,Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education),Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education), Dalian University, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101739941","display_name":"Jing Dong","orcid":"https://orcid.org/0000-0003-3489-6661"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Dong","raw_affiliation_strings":["Dalian University,Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education),Dalian,China","Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education), Dalian University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University,Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education),Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education), Dalian University, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055447805","display_name":"Dongsheng Zhou","orcid":"https://orcid.org/0000-0003-3414-9623"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Zhou","raw_affiliation_strings":["Dalian University,Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education),Dalian,China","Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education), Dalian University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University,Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education),Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Advanced Design and Intelligent Computing(Ministry of Education), Dalian University, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003257736","display_name":"Xiaopeng Wei","orcid":"https://orcid.org/0000-0002-8497-611X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopeng Wei","raw_affiliation_strings":["Dalian University of Technology,School of Computer Science and Technology,Dalian,China","School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Computer Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100381999","display_name":"Qiang Zhang","orcid":"https://orcid.org/0000-0003-3776-9799"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhang","raw_affiliation_strings":["Dalian University of Technology,School of Computer Science and Technology,Dalian,China","School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Computer Science and Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":0.5735,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.65294942,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1145","last_page":"1150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7285663485527039},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.727836012840271},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.705098569393158},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5827783942222595},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5519518256187439},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5159412026405334},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5117983222007751},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48210930824279785},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44823402166366577},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41945311427116394},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.41870829463005066},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.0498846173286438}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7285663485527039},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.727836012840271},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.705098569393158},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5827783942222595},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5519518256187439},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5159412026405334},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5117983222007751},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48210930824279785},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44823402166366577},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41945311427116394},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.41870829463005066},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0498846173286438},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iske47853.2019.9170369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske47853.2019.9170369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 14th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W175750906","https://openalex.org/W1499864241","https://openalex.org/W2136922672","https://openalex.org/W2146334809","https://openalex.org/W2160815625","https://openalex.org/W2188183693","https://openalex.org/W2510170536","https://openalex.org/W2578895956","https://openalex.org/W2598207902","https://openalex.org/W2738561771","https://openalex.org/W2740546776","https://openalex.org/W2757184610","https://openalex.org/W2766272105","https://openalex.org/W2771500318","https://openalex.org/W2800253600","https://openalex.org/W2883430806","https://openalex.org/W2888796689","https://openalex.org/W2889717020","https://openalex.org/W2897132394","https://openalex.org/W2899929048","https://openalex.org/W2946073932","https://openalex.org/W6607193717","https://openalex.org/W6629930100","https://openalex.org/W6741935458"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W2811106690","https://openalex.org/W2590798552","https://openalex.org/W4239306820","https://openalex.org/W2947043951","https://openalex.org/W2318112981","https://openalex.org/W4312417841","https://openalex.org/W4210874298"],"abstract_inverted_index":{"In":[0],"view":[1,48],"of":[2,6,13,47,49,85,91,95,111,124,135],"the":[3,11,35,45,52,71,77,92,109,118,132,146,152],"remarkable":[4],"achievements":[5],"convolutional":[7],"neural":[8,26],"network":[9,27],"in":[10,66,98,117,150],"field":[12],"computer":[14],"vision,":[15],"We":[16,154],"propose":[17],"a":[18],"speech":[19,37,96],"emotion":[20],"recognition":[21,122,133,148],"algorithm":[22],"based":[23],"on":[24],"convolution":[25,113],"and":[28,39,57,69,101,104,114,130,139],"feature":[29,50,86],"fusion,":[30],"Which":[31,144],"extracts":[32],"features":[33,53,73],"from":[34,55],"original":[36],"signal":[38,97],"its":[40],"spectrogram":[41],"for":[42],"recognition.":[43],"From":[44],"point":[46],"enhancement,":[51],"extracted":[54],"1D-CNN":[56],"2D-CNN":[58,78],"tivo":[59],"models":[60],"are":[61,74,145],"fused":[62,72],"by":[63],"dimension":[64],"splicing":[65],"this":[67],"algorithm,":[68],"then":[70],"sent":[75],"to":[76,81,108],"model":[79],"again":[80],"train.":[82],"This":[83],"Way":[84],"fusion":[87],"makes":[88],"better":[89],"use":[90],"emotional":[93,121],"information":[94],"time":[99],"domain":[100],"frequency":[102],"domain,":[103],"gives":[105],"full":[106],"play":[107],"advantages":[110],"one-dimensional":[112],"two-dimensional":[115],"convolution,":[116],"three":[119],"classified":[120],"experiments":[123],"four":[125],"databases,":[126],"EMODB,":[127],"CASIA,":[128],"IEMOCAP":[129],"CHEAVD,":[131],"rates":[134],"91.6%,":[136],"96.5%,":[137],"80.5%":[138],"62.7%":[140],"Were":[141],"obtained":[142],"respectively,":[143],"optimal":[147],"results":[149],"all":[151],"algorithms":[153],"proposed.":[155]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}